NicheNet: modeling intercellular communication by linking ligands to target genes

被引:1092
作者
Browaeys, Robin [1 ,2 ]
Saelens, Wouter [1 ,2 ]
Saeys, Yvan [1 ,2 ]
机构
[1] VIB, Ctr Inflammat Res, Data Min & Modeling Biomed, Ghent, Belgium
[2] Univ Ghent, Dept Appl Math Comp Sci & Stat, Ghent, Belgium
关键词
GENOME-WIDE EXPRESSION; CELL; DATABASE; RECONSTRUCTION; NETWORKS;
D O I
10.1038/s41592-019-0667-5
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Computational methods that model how gene expression of a cell is influenced by interacting cells are lacking. We present NicheNet (https://github.com/saeyslab/nichenetr), a method that predicts ligand-target links between interacting cells by combining their expression data with prior knowledge on signaling and gene regulatory networks. We applied NicheNet to tumor and immune cell microenvironment data and demonstrate that NicheNet can infer active ligands and their gene regulatory effects on interacting cells. NicheNet uses expression data, in combination with a previous model built on known signaling and gene regulatory networks, to predict ligand-target links in cell-to-cell communications.
引用
收藏
页码:159 / +
页数:11
相关论文
共 59 条
[1]  
[Anonymous], **DATA OBJECT**, DOI DOI 10.5281/ZENODO.3260758
[2]   NCBI GEO: archive for functional genomics data sets-update [J].
Barrett, Tanya ;
Wilhite, Stephen E. ;
Ledoux, Pierre ;
Evangelista, Carlos ;
Kim, Irene F. ;
Tomashevsky, Maxim ;
Marshall, Kimberly A. ;
Phillippy, Katherine H. ;
Sherman, Patti M. ;
Holko, Michelle ;
Yefanov, Andrey ;
Lee, Hyeseung ;
Zhang, Naigong ;
Robertson, Cynthia L. ;
Serova, Nadezhda ;
Davis, Sean ;
Soboleva, Alexandra .
NUCLEIC ACIDS RESEARCH, 2013, 41 (D1) :D991-D995
[3]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[4]  
Bischl B, 2017, ARXIV
[5]   Mapping the physical network of cellular interactions [J].
Boisset, Jean-Charles ;
Vivie, Judith ;
Gruen, Dominic ;
Muraro, Mauro J. ;
Lyubimova, Anna ;
van Oudenaarden, Alexander .
NATURE METHODS, 2018, 15 (07) :547-+
[6]   Stellate Cells, Hepatocytes, and Endothelial Cells Imprint the Kupffer Cell Identity on Monocytes Colonizing the Liver Macrophage Niche [J].
Bonnardel, Johnny ;
T'Jonck, Wouter ;
Gaublomme, Djoere ;
Browaeys, Robin ;
Scott, Charlotte L. ;
Martens, Liesbet ;
Vanneste, Bavo ;
De Prijck, Sofie ;
Nedospasov, Sergei A. ;
Kremer, Anna ;
Van Hamme, Evelien ;
Borghgraef, Peter ;
Toussaint, Wendy ;
De Bleser, Pieter ;
Mannaerts, Inge ;
Beschin, Alain ;
van Grunsven, Leo A. ;
Lambrecht, Bart N. ;
Taghon, Tom ;
Lippens, Saskia ;
Elewaut, Dirk ;
Saeys, Yvan ;
Guilliams, Martin .
IMMUNITY, 2019, 51 (04) :638-654
[7]   HTRIdb: an open-access database for experimentally verified human transcriptional regulation interactions [J].
Bovolenta, Luiz A. ;
Acencio, Marcio L. ;
Lemke, Ney .
BMC GENOMICS, 2012, 13
[8]   Integrating single-cell transcriptomic data across different conditions, technologies, and species [J].
Butler, Andrew ;
Hoffman, Paul ;
Smibert, Peter ;
Papalexi, Efthymia ;
Satija, Rahul .
NATURE BIOTECHNOLOGY, 2018, 36 (05) :411-+
[9]   Multilineage communication regulates human liver bud development from pluripotency [J].
Camp, J. Gray ;
Sekine, Keisuke ;
Gerber, Tobias ;
Loeffler-Wirth, Henry ;
Binder, Hans ;
Gac, Malgorzata ;
Kanton, Sabina ;
Kageyama, Jorge ;
Damm, Georg ;
Seehofer, Daniel ;
Belicova, Lenka ;
Bickle, Marc ;
Barsacchi, Rico ;
Okuda, Ryo ;
Yoshizawa, Emi ;
Kimura, Masaki ;
Ayabe, Hiroaki ;
Taniguchi, Hideki ;
Takebe, Takanori ;
Treutlein, Barbara .
NATURE, 2017, 546 (7659) :533-+
[10]   Pathway Commons, a web resource for biological pathway data [J].
Cerami, Ethan G. ;
Gross, Benjamin E. ;
Demir, Emek ;
Rodchenkov, Igor ;
Babur, Oezguen ;
Anwar, Nadia ;
Schultz, Nikolaus ;
Bader, Gary D. ;
Sander, Chris .
NUCLEIC ACIDS RESEARCH, 2011, 39 :D685-D690